{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/lightgbm/__init__.py:48: UserWarning: Starting from version 2.2.1, the library file in distribution wheels for macOS is built by the Apple Clang (Xcode_8.3.3) compiler.\n",
      "This means that in case of installing LightGBM from PyPI via the ``pip install lightgbm`` command, you don't need to install the gcc compiler anymore.\n",
      "Instead of that, you need to install the OpenMP library, which is required for running LightGBM on the system with the Apple Clang compiler.\n",
      "You can install the OpenMP library by the following command: ``brew install libomp``.\n",
      "  \"You can install the OpenMP library by the following command: ``brew install libomp``.\", UserWarning)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np  # linear algebra\n",
    "import pandas as pd  #\n",
    "from datetime import datetime\n",
    "from scipy.stats import skew  # for some statistics\n",
    "from scipy.special import boxcox1p\n",
    "from scipy.stats import boxcox_normmax\n",
    "from sklearn.linear_model import ElasticNetCV, LassoCV, RidgeCV\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "from sklearn.model_selection import KFold, cross_val_score\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from mlxtend.regressor import StackingCVRegressor\n",
    "from xgboost import XGBRegressor\n",
    "from lightgbm import LGBMRegressor\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import norm\n",
    "from scipy import stats\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('./Resources/train.csv')\n",
    "df_test = pd.read_csv('./Resources/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.Functional.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In Train Dataset:  1460 sales, and  80 features\n",
      "In Test Dataset:  1459 sales, and  80 features\n"
     ]
    }
   ],
   "source": [
    "print (\"In Train Dataset: \",df_train.shape[0],\"sales, and \",df_train.shape[1] - 1,\"features\")\n",
    "print (\"In Test Dataset: \",df_test.shape[0],\"sales, and \",df_test.shape[1],\"features\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# normality test\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex = False, sharey = False, figsize = (15,10))\n",
    "sns.distplot(df_train['SalePrice'], fit=norm, ax = ax1)\n",
    "ax1.set_title('Sale price plot')\n",
    "stats.probplot(df_train['SalePrice'], plot = ax2)\n",
    "ax2.set_title('Sale price qq-plot')\n",
    "sns.distplot(np.log1p(df_train['SalePrice']), fit=norm, ax = ax3)\n",
    "ax3.set_title('Log of sale price plot')\n",
    "stats.probplot(np.log1p(df_train['SalePrice']), plot = ax4)\n",
    "ax4.set_title('Log of sale price qq-plot')\n",
    "plt.savefig(\"./output/png/sale_price_normal.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex = False, sharey = False, figsize = (15,10))\n",
    "sns.distplot(df_train['GrLivArea'], fit=norm, ax = ax1)\n",
    "ax1.set_title('GrLivArea plot')\n",
    "stats.probplot(df_train['GrLivArea'], plot = ax2)\n",
    "ax2.set_title('GrLivArea qq-plot')\n",
    "sns.distplot(np.log1p(df_train['GrLivArea']), fit=norm, ax = ax3)\n",
    "ax3.set_title('Log of GrLivArea plot')\n",
    "stats.probplot(np.log1p(df_train['GrLivArea']), plot = ax4)\n",
    "ax4.set_title('Log of GrLivArea qq-plot')\n",
    "plt.savefig(\"./output/png/GrLivArea_normal.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex = False, sharey = False, figsize = (15,10))\n",
    "sns.distplot(df_train.loc[df_train['TotalBsmtSF']>0,['TotalBsmtSF']], fit=norm, ax = ax1)\n",
    "ax1.set_title('TotalBsmtSF plot')\n",
    "stats.probplot((df_train.loc[df_train['TotalBsmtSF']>0,:])['TotalBsmtSF'], plot = ax2)\n",
    "ax2.set_title('TotalBsmtSF qq-plot')\n",
    "sns.distplot(np.log1p(df_train.loc[df_train['TotalBsmtSF']>0,['TotalBsmtSF']]), fit=norm, ax = ax3)\n",
    "ax3.set_title('Log of TotalBsmtSF plot')\n",
    "stats.probplot(np.log1p((df_train.loc[df_train['TotalBsmtSF']>0,:])['TotalBsmtSF']), plot = ax4)\n",
    "ax4.set_title('Log of TotalBsmtSF qq-plot')\n",
    "plt.savefig(\"./output/png/TotalBsmtSF_normal.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# missing value test\n",
    "missing = df_train.isna().sum()\n",
    "missing = missing[missing > 0]\n",
    "missing.sort_values(inplace=True)\n",
    "missing.plot.bar()\n",
    "plt.savefig(\"./output/png/missing_value.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# missing value filling based on description\n",
    "train_features = df_train.drop(['SalePrice'], axis = 1)\n",
    "# put together of train and test to have same dummy variables\n",
    "features = pd.concat([train_features, df_test]).reset_index(drop=True)\n",
    "df_list = [features]\n",
    "for i in df_list:\n",
    "    # Functional : NA means typical\n",
    "    i['Functional'] = i['Functional'].fillna('Typ')\n",
    "    # Electrical : It has one NA value. Fill with most common one\n",
    "    i['Electrical'] = i['Electrical'].fillna(\"SBrkr\") \n",
    "    # KitchenQual: It has one NA value, Fill with most common one \n",
    "    i['KitchenQual'] = i['KitchenQual'].fillna(\"TA\")\n",
    "    # PoolQC : NA means \"No Pool\".\n",
    "    i[\"PoolQC\"] = i[\"PoolQC\"].fillna(\"None\")\n",
    "    # MiscFeature : NA means \"no misc feature\"\n",
    "    i[\"MiscFeature\"] = i[\"MiscFeature\"].fillna(\"None\")\n",
    "    # Alley : NA means \"no alley access\"\n",
    "    i[\"Alley\"] = i[\"Alley\"].fillna(\"None\")\n",
    "    # Fence : NA means \"no fence\"\n",
    "    i[\"Fence\"] = i[\"Fence\"].fillna(\"None\")\n",
    "    # FireplaceQu : NA means \"no fireplace\"\n",
    "    i[\"FireplaceQu\"] = i[\"FireplaceQu\"].fillna(\"None\")\n",
    "    # LotFrontage : Since the area of each street connected to the house property \n",
    "    # most likely have a similar area to other houses in its neighborhood , \n",
    "    # we can fill in missing values by the median LotFrontage of the neighborhood.\n",
    "    i['LotFrontage'] = i.groupby('Neighborhood')['LotFrontage'].transform(lambda x: x.fillna(x.median()))\n",
    "    # Exterior1st and Exterior2nd have only one missing value. Fill with most common one\n",
    "    i['Exterior1st'] = i['Exterior1st'].fillna(i['Exterior1st'].mode()[0]) \n",
    "    i['Exterior2nd'] = i['Exterior2nd'].fillna(i['Exterior2nd'].mode()[0])\n",
    "    # SaleType : Fill with most common one\n",
    "    i['SaleType'] = i['SaleType'].fillna(i['SaleType'].mode()[0])\n",
    "    # GarageYrBlt, GarageArea and GarageCars : Replacing missing data with 0 \n",
    "    #(Since No garage = no cars in such garage).\n",
    "    for col in ('GarageYrBlt', 'GarageArea', 'GarageCars'):\n",
    "        i[col] = i[col].fillna(0)\n",
    "    # GarageType, GarageFinish, GarageQual and GarageCond : Replacing missing data with None\n",
    "    for col in ['GarageType', 'GarageFinish', 'GarageQual', 'GarageCond']:\n",
    "        i[col] = i[col].fillna('None')\n",
    "    # BsmtFinSF1, BsmtFinSF2, BsmtUnfSF, TotalBsmtSF, BsmtFullBath and BsmtHalfBath : \n",
    "    # missing values are likely zero for having no basement\n",
    "    for col in ('BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF','TotalBsmtSF', 'BsmtFullBath', 'BsmtHalfBath'):\n",
    "        i[col] = i[col].fillna(0)\n",
    "    # BsmtQual, BsmtCond, BsmtExposure, BsmtFinType1 and BsmtFinType2 : \n",
    "    # For all these categorical basement-related features, NaN means that there is no basement.\n",
    "    for col in ('BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2'):\n",
    "        i[col] = i[col].fillna('None')\n",
    "    # MSZoning (The general zoning classification) : 'RL' is by far the most common value. \n",
    "    # So we can fill in missing values with 'RL'\n",
    "    i['MSZoning'] = i.groupby('MSSubClass')['MSZoning'].transform(lambda x: x.fillna(x.mode()[0]))\n",
    "    # MasVnrArea and MasVnrType : NA most likely means no masonry veneer for these houses. \n",
    "    # We can fill 0 for the area and None for the type.\n",
    "    i[\"MasVnrType\"] = i[\"MasVnrType\"].fillna(\"None\")\n",
    "    i[\"MasVnrArea\"] = i[\"MasVnrArea\"].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# feature drop and add\n",
    "for i in df_list:\n",
    "    # Utilities : For this categorical feature all records are \"AllPub\", except for one \"NoSeWa\" and 2 NA\n",
    "    i.drop(['Id', 'Utilities'], axis=1, inplace=True)\n",
    "    i['YrBltAndRemod']=i['YearBuilt']+i['YearRemodAdd']\n",
    "    i['TotalSF']=i['TotalBsmtSF'] + i['1stFlrSF'] + i['2ndFlrSF']\n",
    "    i['Total_sqr_footage'] = (i['BsmtFinSF1'] + i['BsmtFinSF2'] + i['1stFlrSF'] + i['2ndFlrSF'])\n",
    "    i['Total_Bathrooms'] = (i['FullBath'] + (0.5 * i['HalfBath']) + i['BsmtFullBath'] + (0.5 * i['BsmtHalfBath']))\n",
    "    i['Total_porch_sf'] = (i['OpenPorchSF'] + i['3SsnPorch'] + i['EnclosedPorch'] + i['ScreenPorch'] + i['WoodDeckSF'])\n",
    "    i['haspool'] = i['PoolArea'].apply(lambda x: 1 if x > 0 else 0)\n",
    "    i['has2ndfloor'] = i['2ndFlrSF'].apply(lambda x: 1 if x > 0 else 0)\n",
    "    i['hasgarage'] = i['GarageArea'].apply(lambda x: 1 if x > 0 else 0)\n",
    "    i['hasbsmt'] = i['TotalBsmtSF'].apply(lambda x: 1 if x > 0 else 0)\n",
    "    i['hasfireplace'] = i['Fireplaces'].apply(lambda x: 1 if x > 0 else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/stats/stats.py:3399: PearsonRConstantInputWarning: An input array is constant; the correlation coefficent is not defined.\n",
      "  warnings.warn(PearsonRConstantInputWarning())\n",
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/stats/stats.py:3429: PearsonRNearConstantInputWarning: An input array is nearly constant; the computed correlation coefficent may be inaccurate.\n",
      "  warnings.warn(PearsonRNearConstantInputWarning())\n"
     ]
    }
   ],
   "source": [
    "# normalized all the features by box-cox\n",
    "numeric_dtypes = ['int16', 'int32', 'int64', 'float16', 'float32', 'float64']\n",
    "numerics2 = []\n",
    "for i in features.columns:\n",
    "    if features[i].dtype in numeric_dtypes:\n",
    "        numerics2.append(i)\n",
    "skew_features = features[numerics2].apply(lambda x: skew(x)).sort_values(ascending=False)\n",
    "high_skew = skew_features[skew_features > 0.5]\n",
    "skew_index = high_skew.index\n",
    "for i in skew_index:\n",
    "    features[i] = boxcox1p(features[i], boxcox_normmax(features[i] + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "final_features = pd.get_dummies(features).reset_index(drop=True)\n",
    "target = df_train['SalePrice'].reset_index(drop=True)\n",
    "train_final = final_features.iloc[:len(target), :]\n",
    "test_final = final_features.iloc[len(target):, :]\n",
    "train_final['SalePrice'] = df_train['SalePrice']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# delete the outlier\n",
    "train_final = train_final.drop(train_final[(train_final['GrLivArea']>4000) & (train_final['SalePrice']<300000)].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make the numeric catergories to str\n",
    "train_final['MSSubClass'] = train_final['MSSubClass'].apply(str)\n",
    "train_final['YrSold'] = train_final['YrSold'].astype(str)\n",
    "train_final['MoSold'] = train_final['MoSold'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# final features to delete outlier and output the csv\n",
    "train_final['SalePrice'] = np.log1p(train_final['SalePrice'])\n",
    "outliers = [30, 88, 462, 631, 1322]\n",
    "train_final = train_final.drop(outliers)\n",
    "train_final.to_csv('./output/csv/train_engineer.csv', index = False)\n",
    "test_final.to_csv('./output/csv/test_engineer.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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